{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import torchvision\n",
    "from torchvision import transforms"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 准备训练数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 处理数据,归一化\n",
    "transform = transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize(0.5, 0.5)\n",
    "])\n",
    "\n",
    "# 手写数字数据集\n",
    "train_dataset = torchvision.datasets.MNIST(\n",
    "    'data', train=True, transform=transform, download=True)\n",
    "# 数据集加载器\n",
    "train_dataloader = torch.utils.data.DataLoader(\n",
    "    train_dataset, batch_size=64, shuffle=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 定义生成器\n",
    "输入是长度为100的噪声(正态分布随机数)\n",
    "\n",
    "输出为 (1, 28, 28) 的图片\n",
    "\n",
    "linear 1: 100 -> 256\n",
    "\n",
    "linear 2: 256 -> 512\n",
    "\n",
    "linear 3: 512 -> 28 * 28\n",
    "\n",
    "reshape: 28 * 28 -> (1, 28, 28)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Generator(nn.Module):\n",
    "    \"\"\"\n",
    "    生成器\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self) -> None:\n",
    "        super(Generator, self).__init__()\n",
    "        self.main = nn.Sequential(\n",
    "            nn.Linear(100, 256),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(256, 512),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(512, 28*28),\n",
    "            nn.Tanh()\n",
    "        )\n",
    "\n",
    "    def forward(self, x):\n",
    "        # x 表示长度为100的noise输入,传入生成器网络生成\n",
    "        img = self.main(x)\n",
    "        img = img.view(-1, 28, 28, 1)\n",
    "        return img"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 定义判别器\n",
    "\n",
    "输入为(1, 28, 28)的图片\n",
    "\n",
    "输出为二分类的概率值,使用sigmoid激活(0-1)\n",
    "\n",
    "BCEloss计算交叉熵损失"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Discriminator(nn.Module):\n",
    "    \"\"\"\n",
    "    判别器\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self):\n",
    "        super(Discriminator, self).__init__()\n",
    "        \"\"\"\n",
    "        nn.LeakyReLU() f(x) -> x > 0 输出 0 否则就输出 a * x a 是一个很小的数\n",
    "        辨别器推荐使用 LeakyReLU()\n",
    "        \"\"\"\n",
    "        self.main = nn.Sequential(\n",
    "            nn.Linear(28*28, 512),\n",
    "            nn.LeakyReLU(),\n",
    "            nn.Linear(512, 256),\n",
    "            nn.LeakyReLU(),\n",
    "            nn.Linear(256, 1),\n",
    "            nn.Sigmoid()\n",
    "        )\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = x.view(-1, 28 * 28)\n",
    "        x = self.main(x)\n",
    "        return x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 初始化模型、优化器和损失函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模型\n",
    "gen = Generator()\n",
    "gen.load_state_dict(torch.load('gan.pt'))\n",
    "dis = Discriminator()\n",
    "dis.load_state_dict(torch.load('dis.pt'))\n",
    "\n",
    "# 优化器\n",
    "g_optim = optim.Adam(gen.parameters(), lr=0.0001)\n",
    "d_optim = optim.Adam(dis.parameters(), lr=0.0001)\n",
    "# 损失函数\n",
    "loss_fn = nn.BCELoss()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 绘图方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gen_img_plot(model, test_input):\n",
    "    prediction = np.squeeze(model(test_input).detach().numpy())\n",
    "    fig = plt.figure(figsize=(4, 4))\n",
    "    for i in range(16):\n",
    "        plt.subplot(4, 4, i+1)\n",
    "        plt.imshow((prediction[i] + 1) / 2)\n",
    "        plt.axis('off')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 随机噪声,用于给生成器生成图片\n",
    "test_input = torch.randn(16, 100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### GAN训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 5\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 10\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 15\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G_loss = []\n",
    "D_loss = []\n",
    "\n",
    "# 训练循环\n",
    "for epoch in range(20):\n",
    "    g_epoch_loss = 0\n",
    "    d_epoch_loss = 0\n",
    "    count = len(train_dataloader)\n",
    "    for step, (img, _) in enumerate(train_dataloader):\n",
    "        size = img.size(0)\n",
    "        # 输入的噪音值,用于给生成器生成图片\n",
    "        random_noise = torch.randn(size, 100)\n",
    "\n",
    "        d_optim.zero_grad()\n",
    "        # 判别器输入真实的图片,判别器输出的是对真实图片的预测结果\n",
    "        real_output = dis(img)\n",
    "        # 获取判别器在真实图像上的损失\n",
    "        d_real_loss = loss_fn(real_output, torch.ones_like(real_output))\n",
    "        # 反向传播\n",
    "        d_real_loss.backward()\n",
    "\n",
    "        gen_img = gen(random_noise)  # 生成器用噪音生成图片\n",
    "        fake_output = dis(gen_img.detach())  # 判别器辨别图片\n",
    "        # 获取判别器在生成图像上的损失\n",
    "        d_fake_loss = loss_fn(fake_output, torch.zeros_like(fake_output))\n",
    "        # 反向传播\n",
    "        d_fake_loss.backward()\n",
    "        d_loss = d_real_loss + d_fake_loss\n",
    "        # 判别器更新权重\n",
    "        d_optim.step()\n",
    "\n",
    "        g_optim.zero_grad()\n",
    "        fake_output = dis(gen_img)\n",
    "        # 生成器的损失\n",
    "        g_loss = loss_fn(fake_output, torch.ones_like(fake_output))\n",
    "        # 反向传播\n",
    "        g_loss.backward()\n",
    "        # 生成器更新权重\n",
    "        g_optim.step()\n",
    "\n",
    "        with torch.no_grad():\n",
    "            d_epoch_loss += d_loss\n",
    "            g_epoch_loss += g_loss\n",
    "    with torch.no_grad():\n",
    "        if epoch % 5 == 0:\n",
    "            d_epoch_loss /= count\n",
    "            g_epoch_loss /= count\n",
    "            D_loss.append(d_epoch_loss)\n",
    "            G_loss.append(g_epoch_loss)\n",
    "            print(f'Epoch: {epoch}')\n",
    "            gen_img_plot(gen, test_input)\n",
    "\n",
    "# 保存模型\n",
    "torch.save(gen.state_dict(), 'gan.pt')\n",
    "torch.save(dis.state_dict(), 'dis.pt')\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.13 ('d2l')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "6bdcd3dff61cfecb093f68bfbd67338d4a9739a04d65268bf3b66287b86a0a9e"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
